DISTRIBUTION THEORY BASED ENRICHMENT OF SPARSE DATA FOR MACHINE LEARNING

Patent №

US 7,127,435

Granted

2006-10-24

Filed 2001

Owner

HONEYWELL INTERNATIONAL INC.

Lab

AI components

5

ml · vision · speech · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

09899424

A technique for enriching sparse data for machine learning techniques such as supervised artificial neural network includes receiving the sparse data and enriching the received data around a deviation of the mean of the received data using a predetermined distribution. The technique further includes outputting the enriched data for unbiased and increased performance during the machine learning.

AI classification

Machine learning1.00
AI hardware1.00
Vision1.00
Planning0.98
Speech0.68
Knowledge representation0.02
Natural language0.02
Evolutionary computation0.00

Ownership

HONEYWELL INTERNATIONAL INC.

assignment · 119750190

Assignors

SHETTY, RAVINDRA K.

On an employer assignment, the assignors are typically the inventors.

From the same owner

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